Kawin is an open-source Python library designed for multicomponent precipitation and diffusion simulations in materials science. It leverages the Kampmann-Wagner Numerical (KWN) model and integrates with CALPHAD methodology via pycalphad to perform kinetic thermodynamic calculations. The tool offers fast, cached simulation capabilities and supports model coupling for complex microstructural evolution analysis.

LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.

Normalized 0–100 · last 8 weeks

DataForSEO API

Get LLM mention data of any company via DataForSEO API

Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count. 

How to get LLM mention data →
// Fetch Kawin mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "Kawin",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]